ArticleFrontiers in neurology2021
Epilepsy Personal Assistant Device-A Mobile Platform for Brain State, Dense Behavioral and Physiology Tracking and Controlling Adaptive Stimulation.
Article in Frontiers in neurology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
21 citing papers in PubMed, 1 synthesis or guideline pooled it, 42 citations in OpenAlex.
- Machine learning applied to epilepsy: bibliometric and visual analysis from 2004 to 2023.Frontiers in neurology · 2024Pooled it
- OpenSpindleNet: An open-source deep learning network for reliable sleep spindle detection in scalp and intracranial EEG.Computers in biology and medicine · 2025Article
- Forecasting epileptic seizures with wearable devices: A hybrid short- and long-horizon pseudo-prospective approach.Epilepsia · 2025Article
- Improved spatial memory for physical versus virtual navigation.Journal of neural engineering · 2025Article
- Annotating neurophysiologic data at scale with optimized human input.Journal of neural engineering · 2025Article
- Modulating limbic circuits in temporal lobe epilepsy: impacts on seizures, memory, mood and sleep.Brain communications · 2025Article
- Automatic responsiveness testing in epilepsy with wearable technology: The ARTiE Watch.Epilepsia · 2025Article
- Development and Evaluation of a Real-Time Phase-Triggered Stimulation Algorithm for the CorTec Brain Interchange.IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society · 2024Article
- Impedance Rhythms in Human Limbic System.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2023Article
- Signatures of Electrical Stimulation Driven Network Interactions in the Human Limbic System.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2023Article
- A Comprehensive Review of Emerging Trends and Innovative Therapies in Epilepsy Management.Brain sciences · 2023Review
- Automated sleep classification with chronic neural implants in freely behaving canines.Journal of neural engineering · 2023Article
- Removing artefacts and periodically retraining improve performance of neural network-based seizure prediction models.Scientific reports · 2023Article
- Utilization of temporal autoencoder for semi-supervised intracranial EEG clustering and classification.Scientific reports · 2023Article
- Optimization of closed-loop electrical stimulation enables robust cerebellar-directed seizure control.Brain : a journal of neurology · 2023Article
- Review
- Concurrent stimulation and sensing in bi-directional brain interfaces: a multi-site translational experience.Journal of neural engineering · 2022Article
- Electrical brain stimulation and continuous behavioral state tracking in ambulatory humans.Journal of neural engineering · 2022Article
- Distributed brain co-processor for tracking spikes, seizures and behaviour during electrical brain stimulation.Brain communications · 2022Article
- Artifact characterization and mitigation techniques during concurrent sensing and stimulation using bidirectional deep brain stimulation platforms.Frontiers in human neuroscience · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
14 authors at 7 institutions in 3 countries.
Funding
Abstract
Epilepsy is one of the most common neurological disorders, and it affects almost 1% of the population worldwide. Many people living with epilepsy continue to have seizures despite anti-epileptic medication therapy, surgical treatments, and neuromodulation therapy. The unpredictability of seizures is one of the most disabling aspects of epilepsy. Furthermore, epilepsy is associated with sleep, cognitive, and psychiatric comorbidities, which significantly impact the quality of life. Seizure predictions could potentially be used to adjust neuromodulation therapy to prevent the onset of a seizure and empower patients to avoid sensitive activities during high-risk periods. Long-term objective data is needed to provide a clearer view of brain electrical activity and an objective measure of the efficacy of therapeutic measures for optimal epilepsy care. While neuromodulation devices offer the potential for acquiring long-term data, available devices provide very little information regarding brain activity and therapy effectiveness. Also, seizure diaries kept by patients or caregivers are subjective and have been shown to be unreliable, in particular for patients with memory-impairing seizures. This paper describes the design, architecture, and development of the Mayo Epilepsy Personal Assistant Device (EPAD). The EPAD has bi-directional connectivity to the implanted investigational Medtronic Summit RC+S
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.